Optimised for pipeline, not MQLs.

By instrumenting the stages in between and being honest that they're proxies. Sales-accepted opportunities and qualified pipeline move in weeks, not quarters, and they correlate far better with revenue than form fills do. What you don't do is judge a nine-month cycle on a thirty-day report and conclude the channel failed.

Possibly — but you can't tell from cost per lead, because on that measure LinkedIn essentially always loses. Judged on pipeline created and won, the comparison can reverse entirely. Choosing the denominator is the strategic decision here, and it's usually made by accident rather than on purpose.

The requirement isn't a specific CRM, it's consistent lifecycle stages and a reliable timestamp on each one. Given that, opportunity and closed-won events can be pushed back to Google and to LinkedIn's Conversions API. Where CRM hygiene is genuinely poor, fixing that comes first — otherwise every feedback loop built on top inherits the mess.

Usually both, and the argument is a symptom rather than the problem. If the ad platforms are optimising toward form fills, they are doing exactly what they were told and marketing is hitting its target. Change the target to what sales accepts and the disagreement tends to resolve itself within a quarter.

Not as Paid with Clarity — my documented client account is in home improvement, and my agency years were mostly large Nordic brands across finance, energy, industrial and tech. What transfers is measurement discipline and structure, not category familiarity. If you need someone with ten SaaS logos on the wall, that isn't me yet, and I'd rather say so now than in month three.